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Vetted Servers(9120)
kairo
by Meshyarn
A codebase intelligence and automation tool, providing functionalities for semantic search, code analysis, architectural understanding, and automated code modifications across multi-repository and multi-language environments.
A codebase intelligence and automation tool, providing functionalities for semantic search, code analysis, architectural understanding, and automated code modifications across multi-repository and multi-language environments.
Setup Requirements
- ⚠️Requires downloading or pre-positioning large embedding models (e.g., 'multilingual-e5-small') from Hugging Face for local execution, which can consume significant disk space and bandwidth during initial setup.
- ⚠️Relies on Tree-sitter WASM grammar files for AST parsing and a native Rust core module (`core_rs.node`) for performance-critical tasks. This may require specific build environments or pre-built binaries to be available for the target platform.
- ⚠️Builds and maintains several persistent indexes (symbols, documents, embeddings, trigrams) on disk within a `.kairo` directory. For large codebases, this can consume substantial disk space and incur I/O overhead.
Verified SafeView Analysis
remote-shell-mcp-server
by fairyto2
Provides a Model Context Protocol (MCP) service for AI assistants to securely manage SSH connections, execute commands, perform file operations, and maintain multi-turn interactive sessions on remote servers.
Provides a Model Context Protocol (MCP) service for AI assistants to securely manage SSH connections, execute commands, perform file operations, and maintain multi-turn interactive sessions on remote servers.
Setup Requirements
- ⚠️Requires Python 3.13+
- ⚠️Requires 'uv' package manager for installation and running commands.
- ⚠️Default remote server config (config/remote_config.json) has authentication disabled; MUST be configured for secure use.
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sm3_agent
by mbrown007
An intelligent AI chat agent for multi-customer monitoring infrastructure, supporting natural language queries and proactive anomaly detection across Grafana, AlertManager, and Genesys Cloud.
An intelligent AI chat agent for multi-customer monitoring infrastructure, supporting natural language queries and proactive anomaly detection across Grafana, AlertManager, and Genesys Cloud.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid)
- ⚠️Docker & Docker Compose are essential for quick start and development setups
- ⚠️Frontend requires backend server running on `http://localhost:8000`
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wetrack-mcp-server
by williamayal
Provides an MCP (Model Context Protocol) server for AI models to generate and execute MongoDB aggregation pipelines on financial event data.
Provides an MCP (Model Context Protocol) server for AI models to generate and execute MongoDB aggregation pipelines on financial event data.
Setup Requirements
- ⚠️Requires an OpenAI API Key (paid service) for pipeline generation.
- ⚠️Requires a running MongoDB instance and database URI.
- ⚠️For remote access, requires Ngrok or similar tunnelling solution.
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expense-tracker-mcp-server-improvised
by Khushi-c-sharma
Provides AI-powered budgeting, smart expense tracking, and affordability insights via the Model Context Protocol (MCP) for financial management.
Provides AI-powered budgeting, smart expense tracking, and affordability insights via the Model Context Protocol (MCP) for financial management.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires specific configuration in Claude Desktop for integration, including an absolute path to the 'server.py' file.
Verified SafeView Analysis
wp-advanced-mcp
by Akungapaul
Manages WordPress installations by providing an MCP interface for WP-CLI commands, database operations, and WordPress REST API interactions.
Manages WordPress installations by providing an MCP interface for WP-CLI commands, database operations, and WordPress REST API interactions.
Setup Requirements
- ⚠️Requires a running WordPress installation.
- ⚠️WP-CLI must be installed and accessible, with `WP_CLI_PATH` and `WORDPRESS_PATH` configured.
- ⚠️Requires WordPress REST API credentials (username and app password) for REST client operations.
- ⚠️SSH access details (`SSH_HOST`, `SSH_PORT`, `SSH_USER`, `SSH_KEY_PATH`) are required if WP-CLI is to be executed remotely via SSH.
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Custom-MCP-Server
by chrisgeorgeofficial
Provides a custom implementation of a Minecraft (MCP) server.
Provides a custom implementation of a Minecraft (MCP) server.
Setup Requirements
- ⚠️Python environment required.
- ⚠️Dependencies must be installed via `pip install -r requirements.txt`.
- ⚠️May require specific network configuration (e.g., port forwarding) for external access.
Verified SafeView Analysis
lgnd-similarity-search
by ConnorH2582
A full-stack geospatial similarity search application allowing natural-language queries to find visually similar imagery chips on an interactive map with live weather.
A full-stack geospatial similarity search application allowing natural-language queries to find visually similar imagery chips on an interactive map with live weather.
Setup Requirements
- ⚠️Requires `embeddings.db` file to be downloaded separately and placed in the project root, without which the backend will not run.
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claude-code-best-practices
by roberto-delfiore
This repository provides a comprehensive guide and configuration examples for leveraging Claude Code's advanced features, including Model Context Protocol (MCP) servers, sub-agents, hooks, and CI/CD integration, specifically tailored for professional use in enterprise environments.
This repository provides a comprehensive guide and configuration examples for leveraging Claude Code's advanced features, including Model Context Protocol (MCP) servers, sub-agents, hooks, and CI/CD integration, specifically tailored for professional use in enterprise environments.
Setup Requirements
- ⚠️Requires an Anthropic account with a paid tier (Pro, Max, Teams, or Enterprise).
- ⚠️Requires Node.js and npm/npx installed for setting up and running various MCP servers and hooks.
- ⚠️Specific environment variables (e.g., API keys, database URLs) must be configured depending on the integrated services.
Verified SafeView Analysis
mcp-refactoring
by marshally
An MCP server that exposes Martin Fowler's refactoring catalog to LLMs through a pluggable, language-agnostic architecture for code transformation.
An MCP server that exposes Martin Fowler's refactoring catalog to LLMs through a pluggable, language-agnostic architecture for code transformation.
Setup Requirements
- ⚠️Requires Python 3.10+.
- ⚠️Requires 'molting-cli' (or another language-specific backend) to be installed and available in PATH for Python refactorings. This is an external dependency.
- ⚠️Code analysis and structure inspection for Python are currently stubbed or return limited information, relying on future enhancements to the 'molting-cli' backend.
Verified SafeView Analysis
n8n-mcp-server
by masseater
Enables AI models to manage and interact with n8n workflow automation platform through a standardized Model Context Protocol (MCP) interface.
Enables AI models to manage and interact with n8n workflow automation platform through a standardized Model Context Protocol (MCP) interface.
Setup Requirements
- ⚠️Requires an active n8n instance (local or remote) and a valid n8n API key for functionality.
- ⚠️Requires Node.js 22.10.0 or higher.
- ⚠️Tools like 'create_workflow_from_file' and 'replace_workflow_from_file' expect the AI agent to provide valid local file paths to workflow JSON definitions on the server where the MCP server is running.
Verified SafeView Analysis
candidate-sourcing-mcp
by Anishshah2-gmail
Provides an AI agent (like Claude Desktop) with tools for LinkedIn-based candidate sourcing, including searching, detailed profile fetching, bookmarking, and exporting.
Provides an AI agent (like Claude Desktop) with tools for LinkedIn-based candidate sourcing, including searching, detailed profile fetching, bookmarking, and exporting.
Setup Requirements
- ⚠️Requires LinkedIn Talent Solutions API access, which typically involves a corporate partnership/agreement and is not a simple API key purchase.
- ⚠️Requires Node.js version 18 or higher to run.
- ⚠️The Proxycurl data provider, while coded, has been shut down due to a LinkedIn lawsuit, making it non-viable for use.